Small fixes

README.md

@@ -113,7 +113,7 @@ You can also track your training progress in real time:
 
 On-chain identity is managed via an Alchemy modal sign-in screen. You need to supply an email address or login via a supported method (e.g. Google). This creates an EOA public/private key (which are stored by Alchemy). You will also receive local session keys in the `userApiKey`. Note that these aren't your EOA public/private keys. 
 
-During the initial set-up process, you will also create a `swarm.pem` file which maintains the identity of your peer. This is then registered on chain using the EOA wallet hosted in Alchemy, triggered using your local api keys. This links the `swarm.pem` to the `email address` (and corresponding EOA in Alchemy).
+During the initial set-up process, you will also create a `swarm.pem` file which maintains the identity of your peer. This is then registered onchain using the EOA wallet hosted in Alchemy, triggered using your local api keys. This links the `swarm.pem` to the `email address` (and corresponding EOA in Alchemy).
 
 **If you want to link multiple nodes to a single EOA**, simply sign up each node using the same email address. You will get a new peer ID for each node, however they will all be linked to the same EOA that your email is linked to.
 

containerfiles/swarm-node/swarm.containerfile

@@ -3,7 +3,7 @@ FROM ${BASE_IMAGE}
 LABEL maintainer="Christopher Nies <[email protected]>"
 
 ENV DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC
-# Common libraries used by Python. These pre-requisited are recommended for the general Python
+# Common libraries used by Python. These prerequisites are recommended for the general Python
 RUN apt update -y && \
     apt install -y \
     sudo \

modal-login/app/lib/HttpRequestError.ts

@@ -4,7 +4,7 @@ import { z } from "zod";
   * HttpRequestErrorType from viem includes a details property. Its format is
   * not guaranteed but in practice it contains a stringified JSON with 
   * a `revertData` hex string that is useful for debugging. The runtime schemas
-  * below parse a string into a JSON into a object matching the observed shape
+  * below parse a string into a JSON object matching the observed shape
   * of the details object.
   *
   * Call `safeParse` on the schemas to check at runtime if the `revertData` is

modal-login/app/lib/sendUserOperation.ts

@@ -99,7 +99,7 @@ export async function sendUserOperation<Res extends BaseOperationResult>({
         continue;
       }
     } catch (err) {
-      // Casting is not ideal but is canonical way of handling errors as per the
+      // Casting is not ideal but is a canonical way of handling errors as per the
       // viem docs.
       //
       // See: https://viem.sh/docs/error-handling#error-handling

modal-login/app/lib/userOperationHandler.ts

@@ -137,7 +137,7 @@ export async function userOperationHandler({
         },
       } = parsedDetailsResult;
 
-      // Attempt to decode the the error result on a best-effort basis
+      // Attempt to decode the error result on a best-effort basis
       try {
         const decodedError = decodeErrorResult({
           data: revertData,

rgym_exp/src/trainer.py

@@ -55,7 +55,7 @@ def evaluate(
                     get_logger().debug(f'recieved question: {result["question"]}')
                 else:
                     get_logger().debug(
-                        f"Failed to recieve question: {response.status_code}"
+                        f"Failed to receive question: {response.status_code}"
                     )
                     return
 

rgym_exp/src/utils/reward_utils.py

@@ -39,7 +39,7 @@ def accuracy_reward(completions, ground_truth, metadata, weight=1.0):
 def get_completions(
     game_state: GameState, stage: int
 ) -> Dict[Any, Dict[Any, List[Any]]]:
-    # Get completions per agent and batch item from corresponding set of actions
+    # Get completions per agent and batch item from the corresponding set of actions
     actions = game_state.get_stage_actions(stage)
     completions = {}  # Key per agent
     for agent in actions:
@@ -56,7 +56,7 @@ def get_completions(
 
 
 def get_answers(game_state: GameState, stage: int) -> Dict[Any, Dict[Any, List[Any]]]:
-    # Get answers per agent and batch item from corresponding set of world-states
+    # Get answers per agent and batch item from the corresponding set of world-states
     world_states = game_state.get_stage_state(stage)
     answers = {}  # Key per agent
     for agent in world_states:
@@ -73,7 +73,7 @@ def get_answers(game_state: GameState, stage: int) -> Dict[Any, Dict[Any, List[A
 
 
 def get_metadata(game_state: GameState, stage: int) -> Dict[Any, Dict[Any, List[Any]]]:
-    # Get metadata per agent and batch item from corresponding set of world-states
+    # Get metadata per agent and batch item from the corresponding set of world-states
     world_states = game_state.get_stage_state(stage)
     metadata = {}  # Key per agent
     for agent in world_states: